Changes in Psychological Need Fulfillment Over the Course of Treatment for Major Depressive Disorder
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Self-determination theory (Ryan & Deci, 2017) maintains that the psychological needs for autonomy, competence, and relatedness are essential qualities of experience that individuals require to thrive. The present research examined the role of psychological need fulfillment in a clinical sample undergoing treatment for major depressive disorder. Fifty-one patients with a SCID-IV diagnosis for major depressive disorder were randomly assigned to 16 weeks of cognitive behavioral therapy or antidepressant medication. Depressive symptoms, cognitive errors, dysfunctional attitudes, and psychological need fulfillment were assessed at four time points (pre-treatment, week 4, week 8, and week 16). Psychological need fulfillment increased over the course of treatment and did not differ significantly between treatment conditions. Furthermore, increases in psychological need fulfillment were associated with decreases in depression severity over and above the effects of time, cognitive errors, and dysfunctional attitudes. Given the incremental predictive validity of need fulfillment, a better understanding of its role in the treatment for depression may prove beneficial to mental health researchers and practitioners.
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Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it